Complex Critical points of a Real Valued function

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Assume that the function is $f:\mathbb{R}²\to\mathbb{R}³$

Exercise: Find and classify the crititcal points of the function \begin{equation*} f(x,y)=\frac{xy}{2+x^4+y^4} \end{equation*}

Attempt Find $f'(x,y)$ og $f''(x,y)$:

\begin{equation*} \frac{\partial f}{\partial x}=\frac{y(2+x^4+y^4)-4x^4y}{(2+x^4+y^4)^2} \end{equation*} \begin{equation*} \frac{\partial f}{\partial y}=\frac{x(2+x^4+y^4)-4y^4x}{(2+x^4+y^4)^2} \end{equation*}

\begin{equation*} \frac{\partial^2 f}{\partial x^2}=-\frac{20yx^3}{(x^4+y^4+2)^2}+\frac{32x^7y}{(x^4+y^4+2)^3} \end{equation*}

\begin{equation*} \frac{\partial^2 f}{\partial y^2}=-\frac{20y^3x}{(x^4+y^4+2)^2}+\frac{32xy^7}{(x^4+y^4+2)^3} \end{equation*}

For $0=\frac{\partial f}{\partial x}=\frac{\partial f}{\partial y}$ we find

\begin{equation*} \frac{y(2+x^4+y^4)-4x^4y}{(2+x^4+y^4)^2}=\frac{x(2+x^4+y^4)-4y^4x}{(2+x^4+y^4)^2} \end{equation*}

\begin{equation*} y\left((2+x^4+y^4)-4x^4\right)=x\left((2+x^4+y^4)-4y^4\right) \end{equation*} A solution is therefore $x=y=0$

We would like to search for any other solutions within the parathesis

\begin{equation*} \begin{cases} 0=2+x^4+y^4-4x^4y\\ 0=2+x^4+y^4-4y^4x \end{cases} \end{equation*}

Gives: \begin{equation*} \begin{cases} 0=-4x^4y\\ 0=-4y^4x \end{cases} \end{equation*}

Problem: I know that there is for sure complex solutions to the system of equations. Although, since we are in the reals I have problems finding out weither:

  1. Since we are in the reals, we forget about the FTA, and then just take the solutions we can find without complex numbers
  2. There is something that I've simply missed? Although i have checked with WolframAlpha and used my common sense.

Thanks in advance

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You have gone astray in several ways here. What you are looking for is points where both $\frac {\partial f}{\partial x} = 0$ and $\frac {\partial f}{\partial y} = 0$, but you've gotten distracted by where $\frac {\partial f}{\partial x} = \frac {\partial f}{\partial y}$, which indeed is necessary, but is not sufficient.

The set of equations you need to solve is $$\frac{y(2+x^4+y^4)-4x^4y}{(2+x^4+y^4)^2} = 0\\\frac{x(2+x^4+y^4)-4y^4x}{(2+x^4+y^4)^2} = 0$$ Multiplying through by the denominators, this is $$y(2+x^4+y^4)-4x^4y = 0\\x(2+x^4+y^4)-4y^4x = 0$$ If we let $x = 0$, then the system easily solves to $y = 0$, and vice versa. Since you've already found the $(0,0)$ solution, we can assume that both $x \ne 0, y\ne 0$ and so can divide them out, leaving

$$2-3x^4+y^4 = 0\\2+x^4-3y^4 = 0$$ This system is easy to solve to get $x^4 = 1, y^4 = 1$, which gives $$x = \pm 1, y = \pm 1$$

So there are 5 critical points in total.